کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
9555371 1376609 2005 25 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Nonparametric estimation of time varying parameters under shape restrictions
موضوعات مرتبط
مهندسی و علوم پایه ریاضیات آمار و احتمال
پیش نمایش صفحه اول مقاله
Nonparametric estimation of time varying parameters under shape restrictions
چکیده انگلیسی
In recent years, a lot of econometric literature has been devoted to estimating time varying coefficients in regression models. Here, a new method based on smoothers is proposed, which is able to introduce shape restrictions over the coefficients. The statistical properties of the estimator are obtained for very general situations, including locally stationary regressors. In particular, the procedure provides consistent results for time varying autoregressive models. The practical problem of implementation is also addressed. A data-driven method for selecting the control parameters is provided, together with an algorithm that reduces the computational cost. A simulation study and an application to real data supports the theoretical results.
ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Journal of Econometrics - Volume 126, Issue 1, May 2005, Pages 53-77
نویسندگان
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